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Record W4285409289 · doi:10.1111/1467-9604.12409

Perceptions of response‐to‐intervention practices: results from a cross‐sectional survey of school‐board directors and support service professionals

2022· article· en· W4285409289 on OpenAlexaboutno aff
Chantal Camden, Dana Anaby, Cheyenne Gauvin, Wenonah Campbell, Sheila Bennett, Jade Berbari, Lisa Rivard, Lina Ianni, Steven R. Shaw

Bibliographic record

VenueSupport for Learning · 2022
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsnot available
Fundersnot available
KeywordsCoachingPerceptionHealth professionalsIntervention (counseling)Medical educationPsychologyService (business)Cross-sectional studyResponse to interventionNursingHealth careComputer-assisted web interviewingMedicine

Abstract

fetched live from OpenAlex

The response‐to‐intervention (RtI) model is widely used to support students with special educational needs and their teachers. However, little is known about how educational and health care professionals support the implementation of this model in specific contexts. The purpose of this study was to examine the perceptions of educational and health care professionals ( n = 101) regarding their involvement in RtI practices in Quebec, Canada. A cross‐sectional online survey was sent to school‐board directors responsible for overviewing support services ( n = 35), and to professionals implementing those services ( n = 66). Descriptive and content analyses were performed and perspectives of the two groups were compared. Regarding perspectives of RtI implementation, discrepancies were revealed between directors' perceptions of the involvement of their professionals versus the professionals' reported implementation of the RtI model in practice. Directors reported greater knowledge about RtI (84%) than professionals (72%). Professionals consistently reported lower involvement in supporting RtI implementation than did directors. Coaching was the most frequent activity reported and was mentioned by both directors and professionals as a service provided at all RtI tiers. Results reveal inconsistencies about tiered practices among administrators and school health care professionals, with individuals defining tiers differently and varying in practices implemented at specific tiers. Participants also provided useful suggestions to further implement RtI.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.018
metaresearch head score (Gemma)0.040
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.098
Threshold uncertainty score0.195

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0180.040
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.121
GPT teacher head0.462
Teacher spread0.342 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations4
Published2022
Admission routes1
Has abstractyes

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